{"product_id":"support-vector-machines-for-pattern-classification-von-shigeo-abe-1","title":"Support Vector Machines for Pattern Classification","description":"\n                                \n                \u003cp\u003eA guide on the use of SVMs in pattern classification, including a rigorous performance comparison of classifiers and regressors. The book presents architectures for multiclass classification and function approximation problems, as well as evaluation criteria for classifiers and regressors. Features: Clarifies the characteristics of two-class SVMs; Discusses kernel methods for improving the generalization ability of neural networks and fuzzy systems; Contains ample illustrations and examples; Includes performance evaluation using publicly available data sets; Examines Mahalanobis kernels, empirical feature space, and the effect of model selection by cross-validation; Covers sparse SVMs, learning using privileged information, semi-supervised learning, multiple classifier systems, and multiple kernel learning; Explores incremental training based batch training and active-set training methods, and decomposition techniques for linear programming SVMs; Discusses variable selection for support vector regressors.\u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9781447125488\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9781447125488","offer_id":39416783994973,"sku":"9781447125488","price":160.49,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/62d548e7-aecd-4ca6-bed1-763eb3af9bb0.jpg?v=1775795582","url":"https:\/\/shop.autorenwelt.de\/products\/support-vector-machines-for-pattern-classification-von-shigeo-abe-1","provider":"Autorenwelt Shop","version":"1.0","type":"link"}